Hate Speech Detection on Vietnamese Social Media Text using the Bi-GRU-LSTM-CNN Model
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Abstract (arXiv)
In recent years, Hate Speech Detection has become one of the interesting fields in natural language processing or computational linguistics. In this paper, we present the description of our system to solve this problem at the VLSP shared task 2019: Hate Speech Detection on Social Networks with the corpus which contains 20,345 human-labeled comments/posts for training and 5,086 for public-testing. We implement a deep learning method based on the Bi-GRU-LSTM-CNN classifier into this task. Our result in this task is 70.576% of F1-score, ranking the 5th of performance on public-test set.
Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). First posted on arXiv 9 Nov 2019.
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Citing papers per year: 2021: 3; 2022: 0; 2023: 1; 2024: 3.
7 papers.
- 2021Constructive and Toxic Speech Detection for Open-domain Social Media Comments in Vietnamesecited by 17
- 2021SA2SL: From Aspect-Based Sentiment Analysis to Social Listening System for Business Intelligencecited by 12
- 2023Cyberbullying Detection for Low-resource Languages and Dialects: Review of the State of the Artcited by 8
- 2024Crossing Linguistic Horizons: Finetuning and Comprehensive Evaluation of Vietnamese Large Language Modelscited by 6
- 2021Predicting Job Titles from Job Descriptions with Multi-label Text Classificationcited by 2
- 2024Transformer-Based Contextualized Language Models Joint with Neural Networks for Natural Language Inference in Vietnamesecited by 1
- 2024ViTHSD: Exploiting Hatred by Targets for Hate Speech Detection on Vietnamese Social Media Textscited by 0
- 2024Transformer-Based Contextualized Language Models Joint with Neural Networks for Natural Language Inference in Vietnamese20 Nov 2024
- 2024ViTHSD: Exploiting Hatred by Targets for Hate Speech Detection on Vietnamese Social Media Texts30 Apr 2024
- 2024Crossing Linguistic Horizons: Finetuning and Comprehensive Evaluation of Vietnamese Large Language Models5 Mar 2024
- 2023Cyberbullying Detection for Low-resource Languages and Dialects: Review of the State of the Art30 Aug 2023
- 2021Predicting Job Titles from Job Descriptions with Multi-label Text Classification21 Dec 2021
- 2021SA2SL: From Aspect-Based Sentiment Analysis to Social Listening System for Business Intelligence31 May 2021
- 2021Constructive and Toxic Speech Detection for Open-domain Social Media Comments in Vietnamese18 Mar 2021